Computational Science - Iccs 2021: 21st International Conference, Krakow, Poland, June 16-18, 2021, Proceedings, Part II

ISBN-13: 9783030779634 / Angielski / Miękka / 2021 / 596 str.

Maciej Paszynski; Dieter Kranzlmüller; Valeria V. Krzhizhanovskaya

Spis treści

Advances in High-Performance Computational Earth Sciences: Applications and Frameworks.- Large-scale stabilized multi-physics earthquake simulation for digital twin.- On the design of Monte-Carlo particle coagulation solver interface: a CPU/GPU Super-Droplet Method case study with PySDM.- Applications of Computational Methods in Artificial Intelligence and Machine Learning.- A Deep Neural Network Based on Stacked Auto-Encoder and Dataset Stratification in Indoor Localization.- Recurrent Autoencoder with Sequence-Aware Encoding.- A Gist Information Guided Neural Network for Abstractive Summarization.- Quality of Recommendations and Cold-start Problem in Recommender Systems based on Multi-Clusters.- Model of the Cold-start Recommender System Based on the Petri-Markov Nets.- Text-Based Product Matching with Incomplete and Inconsistent Items Descriptions.- Unsupervised Text Style Transfer via An Enhanced Operation Pipeline.- Exemplar Guided Latent Pre-trained Dialogue Generation.- Monte Carlo Winning Tickets.- Interpreting Neural Networks Prediction for a Single Instance via Random Forest Feature Contributions.- A Higher-Order Adaptive Network Model to Simulate Development of and Recovery from PTSD.- Trojan Traffic Detection Based on Meta-learning.- Grasp the Key: Towards Fast and Accurate Host-based Intrusion Detection in Data Centers.- MGEL: A Robust Malware Encrypted Traffic Detection Method Based on Ensemble Learning with Multi-Grained Features.- TS-Bert: Time-series Anomaly Detection via Pre-training Model Bert.- Relation order histograms as a network embedding tool.- Desensitization Due to Overstimulation: A Second-Order Adaptive Network Model.- A modified deep Q-network algorithm applied to the evacuation problem.- Human-like Storyteller: A Hierarchical Network with Gated Memory for Visual Storytelling.- Discriminative Bayesian Filtering for the Semi-Supervised Augmentation of Sequential Observation Data.- TSAX is Trending- MultiEmo: Multilingual, Multilevel, Multidomain Sentiment Analysis Corpus of Consumer Reviews.- Artificial Intelligence and High-Performance Computing for Advanced Simulations.- Outlier removal for isogeometric spectral approximation with the optimally-blended quadratures.- Socio-cognitive Evolution Strategies.- Effective solution of ill-posed inverse problems with stabilized forward solver.- Supermodeling - a meta-procedure for data assimilation and parameters estimation.- AI-accelerated CFD simulation based on OpenFOAM and CPU/GPU computing.- An application of a pseudo-parabolic modeling to texture image recognition.- A study on a feedforward neural network to solve partial differential equations in hyperbolic-transport problems.- Agent-based Modeling of Social Phenomena for High Performance Distributed Simulations.- Automated Method for Evaluating Neural Network’s Attention Focus.- Machine Learning Control Design for Elastic Composite Materials.- Optimize Memory Usage in Vector Particle-In-Cell (VPIC) to Break the 10 Trillion Particle Barrier in Plasma Simulations.- Deep learning for prediction of complex geology ahead of drilling.- Biomedical and Bioinformatics Challenges for Computer Science.- Controlling costs in feature selection: information theoretic approach.- How fast vaccination can control the COVID-19 pandemic in Brazil?.- Uncertainty Quantification of Tissue Damage Due to Blood Velocity in Hyperthermia Cancer Treatments.- EEG-based Emotion Recognition – Evaluation Methodology Revisited.- Modeling the electromechanics of a single cardiac myocyte.- Towards Mimetic Membrane Systems in Molecular Dynamics: Characteristics of E. coli Membrane System.- PathMEx: Pathway-based Mutual Exclusivity for Discovering Rare Cancer Driver Mutations.- Serverless Nanopore Basecalling with AWS Lambda.- A Software Pipeline Based on Sentiment Analysis to Analyze Narrative Medicine Texts.